{
  "product": "tw_procurement_supplier_signals",
  "mode": "agent_research_preview",
  "endpoint": "/v1/preview/tw-procurement/agent-research",
  "retrieved_at": "2026-07-08T07:03:09.657Z",
  "source_hash": "sha256:49a2c78c066d0f5519779fb5eec5e8a2f525d00c6e209629a162d7502ca960ac",
  "query": {
    "q": "IT services",
    "limit": 10
  },
  "package_scope": {
    "tier": "free_preview",
    "matched_award_count": 10,
    "matched_notice_count": 10,
    "supplier_candidate_count": 3,
    "sample_record_count": 3,
    "result_limit": 10,
    "sample_record_limit": 3,
    "supplier_candidate_limit": 3,
    "paid_upgrade_note": "The paid agent-research endpoint raises the query limit, returns more sample records and supplier candidates, and adds paid workflow handoff metadata."
  },
  "why_buy_paid": [
    "$0.01 is a low-friction paid validation step after the free preview.",
    "The paid agent package returns more rows and more supplier candidates than the free preview.",
    "Responses preserve official-source lineage, limitations, retrieval timestamps, and hashes for downstream audit.",
    "English buyer summaries and English query expansion reduce the translation burden for global market research workflows."
  ],
  "paid_response_delta": {
    "preview_limit": 10,
    "preview_sample_records": 3,
    "preview_supplier_candidates": 3,
    "paid_agent_research_limit": 20,
    "paid_sample_records": 10,
    "paid_supplier_candidates": 10,
    "paid_adds": [
      "More matched tender and award rows for the same buyer query.",
      "More sample records for evidence review before deeper company activity or supplier-pack calls.",
      "More supplier candidate groups surfaced from award rows.",
      "agent_handoff metadata for buyer agents to preserve lineage, limitations, retrieved_at, and source_hash."
    ],
    "upgrade_path": [
      {
        "endpoint": "/v1/paid/tw-procurement/agent-research?q=",
        "price": "$0.01",
        "when_to_use": "First paid step after preview when an AI agent or analyst needs a structured research package."
      },
      {
        "endpoint": "/v1/paid/tw-procurement/tender-search?q=",
        "price": "$0.03",
        "when_to_use": "Use for broader keyword, agency, supplier, case name, or case number discovery."
      },
      {
        "endpoint": "/v1/paid/tw-procurement/company-activity?business_id=",
        "price": "$0.05",
        "when_to_use": "Use when a Taiwan business_id is available and the buyer wants company-level activity."
      },
      {
        "endpoint": "/v1/paid/tw-procurement/supplier-pack?business_id=",
        "price": "$0.25",
        "when_to_use": "Use after a target supplier is selected and a richer activity pack is worth requesting."
      }
    ]
  },
  "recommended_paid_call": {
    "endpoint": "/v1/paid/tw-procurement/agent-research?q=IT%20services",
    "price": "$0.01",
    "buyer_hint_header": "x-buyer-hint: partner-or-campaign-name"
  },
  "agent_summary": {
    "one_liner": "Found 10 award records and 10 tender notice records for \"IT services\" in currently loaded Taiwan public procurement data.",
    "key_findings": [
      "10 matching award records.",
      "10 matching tender notice records.",
      "3 supplier candidate groups surfaced from award rows.",
      "Known disclosed award amount total in matched award rows is 58596663 TWD."
    ],
    "top_agencies": [
      "中華郵政股份有限公司",
      "交通部公路局",
      "內政部國土管理署中區都市基礎工程分署",
      "內政部警政署航空警察局",
      "台灣中油股份有限公司"
    ],
    "best_used_for": [
      "Fast agent preflight before a paid tender-search call.",
      "B2B account discovery where Taiwan public-sector activity is relevant.",
      "Competitor or incumbent supplier monitoring with source lineage."
    ],
    "action_boundary": "Factual public procurement discovery only; not procurement advice, supplier recommendation, legal advice, credit scoring, investment advice, or a risk clearance."
  },
  "english_summary": {
    "one_liner": "Taiwan public procurement activity was found for \"IT services\": 10 award records and 10 tender notice records.",
    "key_findings": [
      "10 award records matched.",
      "10 tender notice records matched.",
      "Top agencies include 中華郵政股份有限公司, 交通部公路局, 內政部國土管理署中區都市基礎工程分署.",
      "Known disclosed award amount total is 58596663 TWD."
    ],
    "search_terms_en": [
      "B2B supplier research",
      "government tender",
      "other procurement",
      "public-sector award",
      "services",
      "supplier activity",
      "Taiwan procurement"
    ],
    "source_language": "zh-Hant",
    "summary_language": "en",
    "translation_method": "Template-based English buyer summary from structured Chinese official-source fields; original Chinese fields are preserved."
  },
  "global_buyer_context": {
    "market": "Taiwan",
    "market_scope": "Taiwan public procurement open-data rows currently loaded into this x402 gateway; not a full-market commercial registry.",
    "buyer_language": "en",
    "source_language": "zh-Hant",
    "best_for": [
      "Global B2B account discovery where Taiwan public-sector activity is relevant.",
      "Agent preflight before paid tender search, company activity, or supplier-pack calls.",
      "Competitor and incumbent supplier monitoring with retained source lineage."
    ],
    "caveats": [
      "Chinese original names remain the source of truth for legal and audit use.",
      "English summaries are template-based buyer-facing interpretations, not certified translations.",
      "English buyer queries are expanded into selected Traditional Chinese source terms before matching currently loaded procurement rows.",
      "Absence of a match is not evidence that no public procurement activity exists."
    ]
  },
  "supplier_candidates": [
    {
      "supplier_name": "凌網資訊股份有限公司 (HYWEB SYSTEM SERVICES CO., LTD.)",
      "supplier_business_id": null,
      "match_basis": "supplier_name_from_award_row",
      "award_count": 2,
      "total_award_amount_twd": 9335000,
      "latest_award_date": "2025-12-22",
      "agencies": [
        "行政院主計總處",
        "國立傳統藝術中心"
      ],
      "sample_case_numbers": [
        "1141021121",
        "1142224"
      ],
      "next_available_calls": [
        {
          "label": "supplier_name_search_paid",
          "endpoint": "/v1/paid/tw-procurement/tender-search?q=%E5%87%8C%E7%B6%B2%E8%B3%87%E8%A8%8A%E8%82%A1%E4%BB%BD%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8%20(HYWEB%20SYSTEM%20SERVICES%20CO.%2C%20LTD.)",
          "price": "$0.03"
        }
      ],
      "source_hash": "sha256:691ae2cfbb10655ce3abc208d89ace767a2dc24023d04d374e9112c6b5faf9eb"
    },
    {
      "supplier_name": "神通資訊科技股份有限公司 (MiTAC Information Technology Corp.),凌網資訊股份有限公司 (HYWEB SYSTEM SERVICES CO., LTD.)",
      "supplier_business_id": null,
      "match_basis": "supplier_name_from_award_row",
      "award_count": 1,
      "total_award_amount_twd": 13550000,
      "latest_award_date": "2025-12-23",
      "agencies": [
        "花蓮縣文化局"
      ],
      "sample_case_numbers": [
        "CU1140011212"
      ],
      "next_available_calls": [
        {
          "label": "supplier_name_search_paid",
          "endpoint": "/v1/paid/tw-procurement/tender-search?q=%E7%A5%9E%E9%80%9A%E8%B3%87%E8%A8%8A%E7%A7%91%E6%8A%80%E8%82%A1%E4%BB%BD%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8%20(MiTAC%20Information%20Technology%20Corp.)%2C%E5%87%8C%E7%B6%B2%E8%B3%87%E8%A8%8A%E8%82%A1%E4%BB%BD%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8%20(HYWEB%20SYSTEM%20SERVICES%20CO.%2C%20LTD.)",
          "price": "$0.03"
        }
      ],
      "source_hash": "sha256:49a2c78c066d0f5519779fb5eec5e8a2f525d00c6e209629a162d7502ca960ac"
    },
    {
      "supplier_name": "安侯企業管理股份有限公司 (KPMG Advisory Services Co., Ltd.),勤業眾信管理顧問股份有限公司 (Deloitte & Touche Consulting Co.)",
      "supplier_business_id": null,
      "match_basis": "supplier_name_from_award_row",
      "award_count": 1,
      "total_award_amount_twd": 14560000,
      "latest_award_date": "2025-12-23",
      "agencies": [
        "交通部公路局"
      ],
      "sample_case_numbers": [
        "114076"
      ],
      "next_available_calls": [
        {
          "label": "supplier_name_search_paid",
          "endpoint": "/v1/paid/tw-procurement/tender-search?q=%E5%AE%89%E4%BE%AF%E4%BC%81%E6%A5%AD%E7%AE%A1%E7%90%86%E8%82%A1%E4%BB%BD%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8%20(KPMG%20Advisory%20Services%20Co.%2C%20Ltd.)%2C%E5%8B%A4%E6%A5%AD%E7%9C%BE%E4%BF%A1%E7%AE%A1%E7%90%86%E9%A1%A7%E5%95%8F%E8%82%A1%E4%BB%BD%E6%9C%89%E9%99%90%E5%85%AC%E5%8F%B8%20(Deloitte%20%26%20Touche%20Consulting%20Co.)",
          "price": "$0.03"
        }
      ],
      "source_hash": "sha256:8107dc472d7530a827ae3f24d8cf633d45e0485df786fea9b356c4aa77e05465"
    }
  ],
  "sample_records": [
    {
      "kind": "award",
      "agency_name": "花蓮縣文化局",
      "case_no": "CU1140011212",
      "case_name": "花蓮縣新建圖書館資訊設備及系統建置",
      "procurement_type": "other",
      "procurement_type_en": "other procurement",
      "award_date": "2025-12-23",
      "award_amount_twd": 13550000,
      "supplier_name": "神通資訊科技股份有限公司 (MiTAC Information Technology Corp.),凌網資訊股份有限公司 (HYWEB SYSTEM SERVICES CO., LTD.)",
      "supplier_business_id": null,
      "supplier_match_status": "name_candidate",
      "retrieved_at": "2026-07-06T17:10:34.546+00:00",
      "source_hash": "sha256:49a2c78c066d0f5519779fb5eec5e8a2f525d00c6e209629a162d7502ca960ac",
      "data_lineage": [
        {
          "dataset": "Previous-year above-threshold limited award notices",
          "provider": "Public Construction Commission",
          "source_hash": "sha256:49a2c78c066d0f5519779fb5eec5e8a2f525d00c6e209629a162d7502ca960ac",
          "retrieved_at": "2026-07-06T17:10:34.546Z"
        }
      ],
      "record_summary_en": "Award record from 花蓮縣文化局; case CU1140011212; supplier 神通資訊科技股份有限公司 (MiTAC Information Technology Corp.),凌網資訊股份有限公司 (HYWEB SYSTEM SERVICES CO., LTD.); type other procurement."
    },
    {
      "kind": "award",
      "agency_name": "交通部公路局",
      "case_no": "114076",
      "case_name": "115-116年資訊安全、資訊服務與個資保護管理制度輔導及驗證委外案",
      "procurement_type": "other",
      "procurement_type_en": "other procurement",
      "award_date": "2025-12-23",
      "award_amount_twd": 14560000,
      "supplier_name": "安侯企業管理股份有限公司 (KPMG Advisory Services Co., Ltd.),勤業眾信管理顧問股份有限公司 (Deloitte & Touche Consulting Co.)",
      "supplier_business_id": null,
      "supplier_match_status": "name_candidate",
      "retrieved_at": "2026-07-06T17:10:34.546+00:00",
      "source_hash": "sha256:8107dc472d7530a827ae3f24d8cf633d45e0485df786fea9b356c4aa77e05465",
      "data_lineage": [
        {
          "dataset": "Previous-year above-threshold limited award notices",
          "provider": "Public Construction Commission",
          "source_hash": "sha256:8107dc472d7530a827ae3f24d8cf633d45e0485df786fea9b356c4aa77e05465",
          "retrieved_at": "2026-07-06T17:10:34.546Z"
        }
      ],
      "record_summary_en": "Award record from 交通部公路局; case 114076; supplier 安侯企業管理股份有限公司 (KPMG Advisory Services Co., Ltd.),勤業眾信管理顧問股份有限公司 (Deloitte & Touche Consulting Co.); type other procurement."
    },
    {
      "kind": "award",
      "agency_name": "文化部",
      "case_no": "11410278",
      "case_name": "文化部「115至116年文書及檔案管理行政作業勞務承攬採購案」",
      "procurement_type": "other",
      "procurement_type_en": "other procurement",
      "award_date": "2025-12-22",
      "award_amount_twd": 7410000,
      "supplier_name": "遠誠人力資源顧問股份有限公司 (Yuan Cheng Manpower Services co., Ltd.),得士派聯合服務事業股份有限公司",
      "supplier_business_id": null,
      "supplier_match_status": "name_candidate",
      "retrieved_at": "2026-07-06T17:10:34.546+00:00",
      "source_hash": "sha256:5f5d2616109fdd2ab2a7e7193c2c2d0f7a1ba457754a95f5185ac8c83f72e849",
      "data_lineage": [
        {
          "dataset": "Previous-year above-threshold limited award notices",
          "provider": "Public Construction Commission",
          "source_hash": "sha256:5f5d2616109fdd2ab2a7e7193c2c2d0f7a1ba457754a95f5185ac8c83f72e849",
          "retrieved_at": "2026-07-06T17:10:34.546Z"
        }
      ],
      "record_summary_en": "Award record from 文化部; case 11410278; supplier 遠誠人力資源顧問股份有限公司 (Yuan Cheng Manpower Services co., Ltd.),得士派聯合服務事業股份有限公司; type other procurement."
    }
  ],
  "agent_handoff": {
    "primary_paid_endpoint": "/v1/paid/tw-procurement/agent-research?q=IT%20services",
    "buyer_hint_header": "x-buyer-hint: partner-or-campaign-name",
    "recommended_next_steps": [
      "Use supplier_candidates to decide whether to run supplier-name tender search or business_id company activity.",
      "Use sample_records for quick evidence review before requesting deeper supplier packs.",
      "Preserve data_lineage, limitations, retrieved_at, and source_hash when storing or displaying results."
    ],
    "copy_ready_fields": [
      "agent_summary.one_liner",
      "agent_summary.key_findings",
      "supplier_candidates",
      "sample_records",
      "paid_unlock",
      "data_lineage",
      "limitations"
    ]
  },
  "paid_unlock": {
    "agent_research": {
      "endpoint": "/v1/paid/tw-procurement/agent-research?q=IT%20services",
      "price": "$0.01",
      "includes": "Agent-ready procurement discovery package with summary, supplier candidates, sample records, marketplace metadata, lineage, and limitations."
    },
    "tender_search": {
      "endpoint": "/v1/paid/tw-procurement/tender-search?q=IT%20services",
      "price": "$0.03",
      "includes": "Full tender and award search results with the configured paid result limit, source lineage, limitations, and product metadata."
    },
    "company_activity": {
      "endpoint_template": "/v1/paid/tw-procurement/company-activity?business_id={business_id}",
      "price": "$0.05",
      "includes": "Company-level supplier activity when a Taiwan business_id is available."
    },
    "supplier_pack": {
      "endpoint_template": "/v1/paid/tw-procurement/supplier-pack?business_id={business_id}",
      "price": "$0.25",
      "includes": "Buyer-ready supplier activity pack with awards, related notices, signals, lineage, and limitations."
    },
    "buyer_hint_header": "x-buyer-hint: partner-or-campaign-name"
  },
  "marketplace_test_metadata": {
    "service_name": "Taiwan Supplier & Tender Intelligence",
    "test_endpoint": "/v1/preview/tw-procurement/agent-research?q=",
    "paid_endpoint": "/v1/paid/tw-procurement/agent-research?q=",
    "positioning": "Agent-ready Taiwan public procurement discovery for tender monitoring, supplier activity research, B2B account discovery, and competitor tracking.",
    "tags": [
      "taiwan procurement",
      "government contracts",
      "supplier intelligence",
      "tender search",
      "b2b sales",
      "asia company data",
      "x402 paid api"
    ],
    "bazaar_shape_preview": {
      "input": {
        "type": "http",
        "method": "GET",
        "queryParams": {
          "q": "IT services"
        }
      },
      "output": {
        "type": "json",
        "includes": [
          "agent_summary",
          "supplier_candidates",
          "sample_records",
          "paid_unlock",
          "data_lineage",
          "limitations"
        ]
      }
    }
  },
  "product_metadata": {
    "title": "Taiwan Procurement & Supplier Signals API",
    "product_id": "tw_procurement_supplier_signals",
    "buyer_use_cases": [
      "B2B sales account research",
      "Supplier evaluation research",
      "Government tender monitoring",
      "Competitor and incumbent supplier tracking"
    ],
    "search_hints": [
      "Search by case number, for example 110A-134.",
      "Search by agency name, supplier name, procurement type, or case name.",
      "English buyer queries such as IT services, software, AI, construction, medical, education, transport, security, or cleaning are expanded into selected Traditional Chinese source terms.",
      "Use company-activity or supplier-pack when a Taiwan business_id is available."
    ],
    "coverage_note": "Official public procurement open-data rows currently loaded into this gateway; coverage is not the full universe of Taiwan procurement activity.",
    "coverage_snapshot": {
      "notices_loaded": 32998,
      "awards_loaded": 26724,
      "total_loaded_rows": 59722,
      "earliest_loaded_record_date": "2017-05-23",
      "loaded_through_note": "Currently loaded Supabase rows from selected Public Construction Commission open-data files; not a full-market procurement registry.",
      "updated_at": "2026-07-08T00:00:00.000Z"
    },
    "source_trust": {
      "provider": "Public Construction Commission, Taiwan",
      "source_type": "official public open data",
      "source_language": "zh-Hant",
      "source_note": "Original Chinese source fields are preserved for audit use; English summaries are buyer-facing interpretations, not certified translations."
    },
    "machine_readable_offer": {
      "primary": "/ai-offer.json",
      "alias": "/data-products/tw-procurement.json"
    },
    "language_strategy": {
      "source_language": "zh-Hant",
      "buyer_language": "en",
      "original_fields_preserved": true,
      "english_query_supported": true,
      "english_summary_method": "Template-based buyer summaries from structured official-source fields; not certified translations.",
      "query_expansion_method": "English buyer keywords are expanded into selected Traditional Chinese procurement terms before source search; original Chinese fields remain preserved in records."
    },
    "available_paid_endpoints": [
      {
        "method": "GET",
        "path": "/v1/paid/tw-procurement/agent-research?q=",
        "price": "$0.01",
        "best_for": "Agent-ready procurement discovery package for marketplace validation, lead research, and paid workflow preflight."
      },
      {
        "method": "GET",
        "path": "/v1/paid/tw-procurement/tender-search?q=",
        "price": "$0.03",
        "best_for": "Low-cost discovery by keyword, agency, supplier, case name, or case number."
      },
      {
        "method": "GET",
        "path": "/v1/paid/tw-procurement/company-activity?business_id=",
        "price": "$0.05",
        "best_for": "Company-level supplier activity summary linked to Taiwan Company Intelligence."
      },
      {
        "method": "GET",
        "path": "/v1/paid/tw-procurement/supplier-pack?business_id=",
        "price": "$0.25",
        "best_for": "Buyer-ready supplier activity pack with awards, related notices, signals, lineage, and limitations."
      }
    ],
    "paid_response_delta": {
      "preview_limit": 10,
      "preview_sample_records": 3,
      "preview_supplier_candidates": 3,
      "paid_agent_research_limit": 20,
      "paid_sample_records": 10,
      "paid_supplier_candidates": 10,
      "paid_adds": [
        "More matched tender and award rows for the same buyer query.",
        "More sample records for evidence review before deeper company activity or supplier-pack calls.",
        "More supplier candidate groups surfaced from award rows.",
        "agent_handoff metadata for buyer agents to preserve lineage, limitations, retrieved_at, and source_hash."
      ],
      "upgrade_path": [
        {
          "endpoint": "/v1/paid/tw-procurement/agent-research?q=",
          "price": "$0.01",
          "when_to_use": "First paid step after preview when an AI agent or analyst needs a structured research package."
        },
        {
          "endpoint": "/v1/paid/tw-procurement/tender-search?q=",
          "price": "$0.03",
          "when_to_use": "Use for broader keyword, agency, supplier, case name, or case number discovery."
        },
        {
          "endpoint": "/v1/paid/tw-procurement/company-activity?business_id=",
          "price": "$0.05",
          "when_to_use": "Use when a Taiwan business_id is available and the buyer wants company-level activity."
        },
        {
          "endpoint": "/v1/paid/tw-procurement/supplier-pack?business_id=",
          "price": "$0.25",
          "when_to_use": "Use after a target supplier is selected and a richer activity pack is worth requesting."
        }
      ]
    },
    "free_sample_endpoint": "/samples/tw-procurement-supplier-signal.json",
    "advice_boundary": "Factual supplier activity signals only; not procurement advice, legal advice, credit scoring, investment advice, or a supplier recommendation."
  },
  "data_lineage": [
    {
      "dataset": "Previous-year above-threshold limited award notices",
      "provider": "Public Construction Commission",
      "source_hash": "sha256:49a2c78c066d0f5519779fb5eec5e8a2f525d00c6e209629a162d7502ca960ac",
      "retrieved_at": "2026-07-06T17:10:34.546Z"
    },
    {
      "dataset": "Previous-year above-threshold limited award notices",
      "provider": "Public Construction Commission",
      "source_hash": "sha256:8107dc472d7530a827ae3f24d8cf633d45e0485df786fea9b356c4aa77e05465",
      "retrieved_at": "2026-07-06T17:10:34.546Z"
    },
    {
      "dataset": "Previous-year above-threshold limited award notices",
      "provider": "Public Construction Commission",
      "source_hash": "sha256:5f5d2616109fdd2ab2a7e7193c2c2d0f7a1ba457754a95f5185ac8c83f72e849",
      "retrieved_at": "2026-07-06T17:10:34.546Z"
    },
    {
      "dataset": "Previous-year above-threshold limited award notices",
      "provider": "Public Construction Commission",
      "source_hash": "sha256:691ae2cfbb10655ce3abc208d89ace767a2dc24023d04d374e9112c6b5faf9eb",
      "retrieved_at": "2026-07-06T17:10:34.546Z"
    },
    {
      "dataset": "Previous-year above-threshold limited award notices",
      "provider": "Public Construction Commission",
      "source_hash": "sha256:120470cc6ed6a29265d1285174f80a8e9d069962f9d07ebce7fa7632f3bacf7f",
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  ],
  "limitations": [
    {
      "code": "official_open_data_scope",
      "message": "This response summarizes records loaded from official public procurement open-data downloads that were available to this gateway.",
      "severity": "info"
    },
    {
      "code": "supplier_name_matching_unverified",
      "message": "Supplier business_id linkage may be unavailable when official procurement rows provide supplier names but not unified business numbers.",
      "severity": "caution"
    },
    {
      "code": "not_procurement_recommendation",
      "message": "Supplier activity signals are factual summaries only and are not procurement recommendations, legal advice, credit scores, or risk clearances.",
      "severity": "caution"
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  "not_legal_advice": true,
  "not_financial_advice": true,
  "not_procurement_advice": true
}